Pandas Profiling Report

Dataset statistics

Number of variables	19
Number of observations	50
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.2 KiB
Average record size in memory	147.6 B

Variable types

Text	3
Boolean	1
DateTime	1
Numeric	12
Categorical	2

Alerts

`danceability` is highly overall correlated with `valence`	High correlation
`energy` is highly overall correlated with `loudness`	High correlation
`loudness` is highly overall correlated with `energy`	High correlation
`valence` is highly overall correlated with `danceability`	High correlation
`time_signature` is highly imbalanced (53.1%)	Imbalance
`track_name` has unique values	Unique
`loudness` has unique values	Unique
`tempo` has unique values	Unique
`duration_ms` has unique values	Unique
`instrumentalness` has 14 (28.0%) zeros	Zeros
`key` has 4 (8.0%) zeros	Zeros

Reproduction

Analysis started	2024-02-15 13:47:06.374675
Analysis finished	2024-02-15 13:47:44.544399
Duration	38.17 seconds
Software version	ydata-profiling vv4.6.4
Download configuration	config.json

artist_name
Text

Distinct	41
Distinct (%)	82.0%
Missing	0
Missing (%)	0.0%
Memory size	528.0 B

Length

Max length	18
Median length	13
Mean length	9.66
Min length	3

Characters and Unicode

Total characters	483
Distinct characters	50
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	35 ?
Unique (%)	70.0%

Sample

1st row	Miley Cyrus
2nd row	SZA
3rd row	Harry Styles
4th row	Jung Kook
5th row	Eslabon Armado

Value	Count	Frequency (%)
the	6	7.1%
weeknd	4	4.8%
taylor	3	3.6%
swift	3	3.6%
bizarrap	2	2.4%
fifty	2	2.4%
d4vd	2	2.4%
david	2	2.4%
sza	2	2.4%
bunny	2	2.4%
Other values (55)	56	66.7%

Most occurring characters

Value	Count	Frequency (%)
e	44	9.1%
a	36	7.5%
	34	7.0%
n	30	6.2%
o	26	5.4%
r	26	5.4%
i	22	4.6%
d	18	3.7%
l	17	3.5%
t	15	3.1%
Other values (40)	215	44.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	339	70.2%
Uppercase Letter	107	22.2%
Space Separator	34	7.0%
Decimal Number	2	0.4%
Other Punctuation	1	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	44	13.0%
a	36	10.6%
n	30	8.8%
o	26	7.7%
r	26	7.7%
i	22	6.5%
d	18	5.3%
l	17	5.0%
t	15	4.4%
h	13	3.8%
Other values (14)	92	27.1%

Uppercase Letter

Value	Count	Frequency (%)
T	15	14.0%
S	10	9.3%
B	7	6.5%
F	6	5.6%
M	6	5.6%
A	6	5.6%
Y	5	4.7%
R	5	4.7%
W	5	4.7%
O	5	4.7%
Other values (13)	37	34.6%

Space Separator

Value	Count	Frequency (%)
	34	100.0%

Decimal Number

Value	Count	Frequency (%)
4	2	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	446	92.3%
Common	37	7.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	44	9.9%
a	36	8.1%
n	30	6.7%
o	26	5.8%
r	26	5.8%
i	22	4.9%
d	18	4.0%
l	17	3.8%
t	15	3.4%
T	15	3.4%
Other values (37)	197	44.2%

Common

Value	Count	Frequency (%)
	34	91.9%
4	2	5.4%
,	1	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	483	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	44	9.1%
a	36	7.5%
	34	7.0%
n	30	6.2%
o	26	5.4%
r	26	5.4%
i	22	4.6%
d	18	3.7%
l	17	3.5%
t	15	3.1%
Other values (40)	215	44.5%

track_name
Text

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	528.0 B

Length

Max length	56
Median length	33.5
Mean length	15.34
Min length	3

Characters and Unicode

Total characters	767
Distinct characters	61
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	50 ?
Unique (%)	100.0%

Sample

1st row	Flowers
2nd row	Kill Bill
3rd row	As It Was
4th row	Seven (feat. Latto) (Explicit Ver.)
5th row	Ella Baila Sola

Value	Count	Frequency (%)
	5	3.4%
with	5	3.4%
you	4	2.7%
feat	3	2.1%
i	3	2.1%
sessions	2	1.4%
em	2	1.4%
the	2	1.4%
vol	2	1.4%
music	2	1.4%
Other values (108)	116	79.5%

Most occurring characters

Value	Count	Frequency (%)
	96	12.5%
e	60	7.8%
i	50	6.5%
o	44	5.7%
a	43	5.6%
n	32	4.2%
r	31	4.0%
t	31	4.0%
l	27	3.5%
s	20	2.6%
Other values (51)	333	43.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	467	60.9%
Uppercase Letter	147	19.2%
Space Separator	96	12.5%
Other Punctuation	18	2.3%
Decimal Number	16	2.1%
Close Punctuation	9	1.2%
Open Punctuation	9	1.2%
Dash Punctuation	5	0.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	60	12.8%
i	50	10.7%
o	44	9.4%
a	43	9.2%
n	32	6.9%
r	31	6.6%
t	31	6.6%
l	27	5.8%
s	20	4.3%
h	19	4.1%
Other values (14)	110	23.6%

Uppercase Letter

Value	Count	Frequency (%)
S	17	11.6%
B	14	9.5%
A	10	6.8%
L	10	6.8%
E	9	6.1%
M	8	5.4%
W	7	4.8%
G	7	4.8%
Y	7	4.8%
C	7	4.8%
Other values (13)	51	34.7%

Other Punctuation

Value	Count	Frequency (%)
.	9	50.0%
'	4	22.2%
,	2	11.1%
:	2	11.1%
&	1	5.6%

Decimal Number

Value	Count	Frequency (%)
1	5	31.2%
0	4	25.0%
2	3	18.8%
5	3	18.8%
3	1	6.2%

Space Separator

Value	Count	Frequency (%)
	96	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	9	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	9	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	614	80.1%
Common	153	19.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	60	9.8%
i	50	8.1%
o	44	7.2%
a	43	7.0%
n	32	5.2%
r	31	5.0%
t	31	5.0%
l	27	4.4%
s	20	3.3%
h	19	3.1%
Other values (37)	257	41.9%

Common

Value	Count	Frequency (%)
	96	62.7%
.	9	5.9%
)	9	5.9%
(	9	5.9%
-	5	3.3%
1	5	3.3%
'	4	2.6%
0	4	2.6%
2	3	2.0%
5	3	2.0%
Other values (4)	6	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	767	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	96	12.5%
e	60	7.8%
i	50	6.5%
o	44	5.7%
a	43	5.6%
n	32	4.2%
r	31	4.0%
t	31	4.0%
l	27	3.5%
s	20	2.6%
Other values (51)	333	43.4%

is_explicit
Boolean

Distinct	2
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	178.0 B

False	28
True	22

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	28	56.0%
True	22	44.0%

album_release_date
Date

Distinct	49
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Memory size	528.0 B

Minimum	2004-11-12 00:00:00
Maximum	2023-11-10 00:00:00

Histogram

Histogram with fixed size bins (bins=49)

genres
Text

Distinct	35
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Memory size	528.0 B

Length

Max length	103
Median length	65
Mean length	37.58
Min length	7

Characters and Unicode

Total characters	1879
Distinct characters	32
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	28 ?
Unique (%)	56.0%

Sample

1st row	['pop']
2nd row	['pop', 'r&b', 'rap']
3rd row	['pop']
4th row	['k-pop']
5th row	['corrido', 'corridos tumbados', 'sad sierreno', 'sierreno']

Value	Count	Frequency (%)
pop	41	18.2%
latino	20	8.9%
reggaeton	13	5.8%
trap	12	5.3%
urbano	11	4.9%
canadian	8	3.6%
r&b	7	3.1%
contemporary	6	2.7%
rock	6	2.7%
hip	6	2.7%
Other values (45)	95	42.2%

Most occurring characters

Value	Count	Frequency (%)
'	252	13.4%
o	176	9.4%
	175	9.3%
p	133	7.1%
a	130	6.9%
r	123	6.5%
n	121	6.4%
e	92	4.9%
i	85	4.5%
,	76	4.0%
Other values (22)	516	27.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1259	67.0%
Other Punctuation	336	17.9%
Space Separator	175	9.3%
Open Punctuation	50	2.7%
Close Punctuation	50	2.7%
Dash Punctuation	9	0.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	176	14.0%
p	133	10.6%
a	130	10.3%
r	123	9.8%
n	121	9.6%
e	92	7.3%
i	85	6.8%
t	72	5.7%
g	48	3.8%
c	41	3.3%
Other values (14)	238	18.9%

Other Punctuation

Value	Count	Frequency (%)
'	252	75.0%
,	76	22.6%
&	7	2.1%
:	1	0.3%

Space Separator

Value	Count	Frequency (%)
	175	100.0%

Open Punctuation

Value	Count	Frequency (%)
[	50	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	50	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	9	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1259	67.0%
Common	620	33.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	176	14.0%
p	133	10.6%
a	130	10.3%
r	123	9.8%
n	121	9.6%
e	92	7.3%
i	85	6.8%
t	72	5.7%
g	48	3.8%
c	41	3.3%
Other values (14)	238	18.9%

Common

Value	Count	Frequency (%)
'	252	40.6%
	175	28.2%
,	76	12.3%
[	50	8.1%
]	50	8.1%
-	9	1.5%
&	7	1.1%
:	1	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1879	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
'	252	13.4%
o	176	9.4%
	175	9.3%
p	133	7.1%
a	130	6.9%
r	123	6.5%
n	121	6.4%
e	92	4.9%
i	85	4.5%
,	76	4.0%
Other values (22)	516	27.5%

danceability
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	92.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.66258

Minimum	0.445
Maximum	0.911
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0.445
5-th percentile	0.4992
Q1	0.5595
median	0.6475
Q3	0.7765
95-th percentile	0.86175
Maximum	0.911
Range	0.466
Interquartile range (IQR)	0.217

Descriptive statistics

Standard deviation	0.1230895
Coefficient of variation (CV)	0.18577303
Kurtosis	-0.98730294
Mean	0.66258
Median Absolute Deviation (MAD)	0.096
Skewness	0.21424574
Sum	33.129
Variance	0.015151024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0.571	3	6.0%
0.783	2	4.0%
0.637	2	4.0%
0.706	1	2.0%
0.559	1	2.0%
0.551	1	2.0%
0.708	1	2.0%
0.621	1	2.0%
0.901	1	2.0%
0.859	1	2.0%
Other values (36)	36	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.445	1	2.0%
0.464	1	2.0%
0.492	1	2.0%
0.508	1	2.0%
0.511	1	2.0%
0.514	1	2.0%
0.515	1	2.0%
0.52	1	2.0%
0.538	1	2.0%
0.551	1	2.0%

Value	Count	Frequency (%)
0.911	1	2.0%
0.901	1	2.0%
0.864	1	2.0%
0.859	1	2.0%
0.835	1	2.0%
0.812	1	2.0%
0.804	1	2.0%
0.799	1	2.0%
0.79	1	2.0%
0.784	1	2.0%

valence
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51074

Minimum	0.131
Maximum	0.893
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0.131
5-th percentile	0.1873
Q1	0.344
median	0.507
Q3	0.6545
95-th percentile	0.85385
Maximum	0.893
Range	0.762
Interquartile range (IQR)	0.3105

Descriptive statistics

Standard deviation	0.21234577
Coefficient of variation (CV)	0.415761
Kurtosis	-0.91993792
Mean	0.51074
Median Absolute Deviation (MAD)	0.161
Skewness	0.09178166
Sum	25.537
Variance	0.045090727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0.726	2	4.0%
0.607	2	4.0%
0.632	1	2.0%
0.334	1	2.0%
0.478	1	2.0%
0.153	1	2.0%
0.342	1	2.0%
0.55	1	2.0%
0.399	1	2.0%
0.672	1	2.0%
Other values (38)	38	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.131	1	2.0%
0.153	1	2.0%
0.172	1	2.0%
0.206	1	2.0%
0.216	1	2.0%
0.223	1	2.0%
0.25	1	2.0%
0.254	1	2.0%
0.299	1	2.0%
0.304	1	2.0%

Value	Count	Frequency (%)
0.893	1	2.0%
0.872	1	2.0%
0.857	1	2.0%
0.85	1	2.0%
0.834	1	2.0%
0.825	1	2.0%
0.811	1	2.0%
0.786	1	2.0%
0.739	1	2.0%
0.726	2	4.0%

energy
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65988

Minimum	0.417
Maximum	0.965
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0.417
5-th percentile	0.46025
Q1	0.55675
median	0.678
Q3	0.7365
95-th percentile	0.81835
Maximum	0.965
Range	0.548
Interquartile range (IQR)	0.17975

Descriptive statistics

Standard deviation	0.12149925
Coefficient of variation (CV)	0.18412324
Kurtosis	-0.45252059
Mean	0.65988
Median Absolute Deviation (MAD)	0.09
Skewness	-0.071819044
Sum	32.994
Variance	0.014762067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0.73	2	4.0%
0.678	2	4.0%
0.691	1	2.0%
0.807	1	2.0%
0.458	1	2.0%
0.675	1	2.0%
0.593	1	2.0%
0.55	1	2.0%
0.737	1	2.0%
0.782	1	2.0%
Other values (38)	38	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.417	1	2.0%
0.43	1	2.0%
0.458	1	2.0%
0.463	1	2.0%
0.479	1	2.0%
0.5	1	2.0%
0.525	1	2.0%
0.532	1	2.0%
0.537	1	2.0%
0.544	1	2.0%

Value	Count	Frequency (%)
0.965	1	2.0%
0.831	1	2.0%
0.826	1	2.0%
0.809	1	2.0%
0.807	1	2.0%
0.802	1	2.0%
0.799	1	2.0%
0.797	1	2.0%
0.782	1	2.0%
0.771	1	2.0%

loudness
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.01244

Minimum	-10.613
Maximum	-2.81
Zeros	0
Zeros (%)	0.0%
Negative	50
Negative (%)	100.0%
Memory size	528.0 B

Quantile statistics

Minimum	-10.613
5-th percentile	-9.3171
Q1	-7.126
median	-5.639
Q3	-4.877
95-th percentile	-3.6048
Maximum	-2.81
Range	7.803
Interquartile range (IQR)	2.249

Descriptive statistics

Standard deviation	1.7844431
Coefficient of variation (CV)	-0.29679183
Kurtosis	-0.085631736
Mean	-6.01244
Median Absolute Deviation (MAD)	1.046
Skewness	-0.6290975
Sum	-300.622
Variance	3.1842371
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-4.775	1	2.0%
-5.421	1	2.0%
-5.456	1	2.0%
-4.801	1	2.0%
-5.339	1	2.0%
-4.045	1	2.0%
-5.548	1	2.0%
-6.713	1	2.0%
-4.79	1	2.0%
-7.683	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.613	1	2.0%
-9.475	1	2.0%
-9.345	1	2.0%
-9.283	1	2.0%
-9.222	1	2.0%
-8.532	1	2.0%
-8.332	1	2.0%
-8.254	1	2.0%
-7.683	1	2.0%
-7.594	1	2.0%

Value	Count	Frequency (%)
-2.81	1	2.0%
-3.547	1	2.0%
-3.549	1	2.0%
-3.673	1	2.0%
-3.798	1	2.0%
-4.02	1	2.0%
-4.045	1	2.0%
-4.067	1	2.0%
-4.089	1	2.0%
-4.185	1	2.0%

acousticness
Real number (ℝ)

Distinct	48
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2533322

Minimum	0.00146
Maximum	0.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0.00146
5-th percentile	0.0033845
Q1	0.086275
median	0.1645
Q3	0.4055
95-th percentile	0.6851
Maximum	0.83
Range	0.82854
Interquartile range (IQR)	0.319225

Descriptive statistics

Standard deviation	0.22218825
Coefficient of variation (CV)	0.87706281
Kurtosis	0.064786108
Mean	0.2533322
Median Absolute Deviation (MAD)	0.1137
Skewness	0.97659295
Sum	12.66661
Variance	0.049367619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0.213	2	4.0%
0.141	2	4.0%
0.00146	1	2.0%
0.653	1	2.0%
0.777	1	2.0%
0.0739	1	2.0%
0.0125	1	2.0%
0.00302	1	2.0%
0.145	1	2.0%
0.255	1	2.0%
Other values (38)	38	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.00146	1	2.0%
0.0025	1	2.0%
0.00302	1	2.0%
0.00383	1	2.0%
0.011	1	2.0%
0.0125	1	2.0%
0.0492	1	2.0%
0.0495	1	2.0%
0.0521	1	2.0%
0.0584	1	2.0%

Value	Count	Frequency (%)
0.83	1	2.0%
0.777	1	2.0%
0.695	1	2.0%
0.673	1	2.0%
0.653	1	2.0%
0.583	1	2.0%
0.544	1	2.0%
0.483	1	2.0%
0.467	1	2.0%
0.453	1	2.0%

instrumentalness
Real number (ℝ)

ZEROS

Distinct	37
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020541799

Minimum	0
Maximum	0.634
Zeros	14
Zeros (%)	28.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.1995 × 10^-5
Q3	0.00026325
95-th percentile	0.09405
Maximum	0.634
Range	0.634
Interquartile range (IQR)	0.00026325

Descriptive statistics

Standard deviation	0.093655365
Coefficient of variation (CV)	4.5592581
Kurtosis	39.462494
Mean	0.020541799
Median Absolute Deviation (MAD)	1.1995 × 10^-5
Skewness	6.0868357
Sum	1.02709
Variance	0.0087713273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	14	28.0%
6.99 × 10^-5	1	2.0%
9.54 × 10^-5	1	2.0%
0.162	1	2.0%
0.00162	1	2.0%
0.033	1	2.0%
0.000237	1	2.0%
3.85 × 10^-6	1	2.0%
0.0177	1	2.0%
1.64 × 10^-6	1	2.0%
Other values (27)	27	54.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	28.0%
1.21 × 10^-6	1	2.0%
1.64 × 10^-6	1	2.0%
1.8 × 10^-6	1	2.0%
1.98 × 10^-6	1	2.0%
2.96 × 10^-6	1	2.0%
3.07 × 10^-6	1	2.0%
3.85 × 10^-6	1	2.0%
4.15 × 10^-6	1	2.0%
6.35 × 10^-6	1	2.0%

Value	Count	Frequency (%)
0.634	1	2.0%
0.162	1	2.0%
0.144	1	2.0%
0.033	1	2.0%
0.022	1	2.0%
0.0177	1	2.0%
0.00805	1	2.0%
0.00162	1	2.0%
0.00128	1	2.0%
0.00101	1	2.0%

liveness
Real number (ℝ)

Distinct	47
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.16128

Minimum	0.0232
Maximum	0.371
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0.0232
5-th percentile	0.077445
Q1	0.094675
median	0.1215
Q3	0.227
95-th percentile	0.3416
Maximum	0.371
Range	0.3478
Interquartile range (IQR)	0.132325

Descriptive statistics

Standard deviation	0.091988378
Coefficient of variation (CV)	0.57036445
Kurtosis	-0.3740725
Mean	0.16128
Median Absolute Deviation (MAD)	0.0309
Skewness	0.95268825
Sum	8.064
Variance	0.0084618616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0.123	2	4.0%
0.142	2	4.0%
0.112	2	4.0%
0.0232	1	2.0%
0.11	1	2.0%
0.25	1	2.0%
0.202	1	2.0%
0.0955	1	2.0%
0.23	1	2.0%
0.0992	1	2.0%
Other values (37)	37	74.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0232	1	2.0%
0.0546	1	2.0%
0.0756	1	2.0%
0.0797	1	2.0%
0.0822	1	2.0%
0.0837	1	2.0%
0.0897	1	2.0%
0.0915	1	2.0%
0.093	1	2.0%
0.0933	1	2.0%

Value	Count	Frequency (%)
0.371	1	2.0%
0.357	1	2.0%
0.347	1	2.0%
0.335	1	2.0%
0.322	1	2.0%
0.311	1	2.0%
0.301	1	2.0%
0.291	1	2.0%
0.274	1	2.0%
0.271	1	2.0%

speechiness
Real number (ℝ)

Distinct	49
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.083594

Minimum	0.0256
Maximum	0.333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0.0256
5-th percentile	0.029185
Q1	0.03895
median	0.05095
Q3	0.0812
95-th percentile	0.27655
Maximum	0.333
Range	0.3074
Interquartile range (IQR)	0.04225

Descriptive statistics

Standard deviation	0.077912872
Coefficient of variation (CV)	0.93203905
Kurtosis	2.9838382
Mean	0.083594
Median Absolute Deviation (MAD)	0.017
Skewness	1.9903827
Sum	4.1797
Variance	0.0060704157
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0.044	2	4.0%
0.0633	1	2.0%
0.0598	1	2.0%
0.0389	1	2.0%
0.0322	1	2.0%
0.0286	1	2.0%
0.0436	1	2.0%
0.289	1	2.0%
0.159	1	2.0%
0.194	1	2.0%
Other values (39)	39	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0256	1	2.0%
0.0258	1	2.0%
0.0286	1	2.0%
0.0299	1	2.0%
0.0322	1	2.0%
0.0331	1	2.0%
0.0332	1	2.0%
0.0335	1	2.0%
0.0336	1	2.0%
0.0343	1	2.0%

Value	Count	Frequency (%)
0.333	1	2.0%
0.289	1	2.0%
0.277	1	2.0%
0.276	1	2.0%
0.266	1	2.0%
0.194	1	2.0%
0.159	1	2.0%
0.157	1	2.0%
0.132	1	2.0%
0.114	1	2.0%

key
Real number (ℝ)

ZEROS

Distinct	11
Distinct (%)	22.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5

Minimum	0
Maximum	11
Zeros	4
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	7
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.5225223
Coefficient of variation (CV)	0.70450446
Kurtosis	-1.1276041
Mean	5
Median Absolute Deviation (MAD)	3
Skewness	0.25096961
Sum	250
Variance	12.408163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
1	7	14.0%
2	7	14.0%
6	5	10.0%
11	5	10.0%
5	5	10.0%
4	5	10.0%
7	5	10.0%
0	4	8.0%
9	4	8.0%
10	2	4.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	8.0%
1	7	14.0%
2	7	14.0%
4	5	10.0%
5	5	10.0%
6	5	10.0%
7	5	10.0%
8	1	2.0%
9	4	8.0%
10	2	4.0%

Value	Count	Frequency (%)
11	5	10.0%
10	2	4.0%
9	4	8.0%
8	1	2.0%
7	5	10.0%
6	5	10.0%
5	5	10.0%
4	5	10.0%
2	7	14.0%
1	7	14.0%

tempo
Real number (ℝ)

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	124.0695

Minimum	67.033
Maximum	203.759
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	67.033
5-th percentile	80.92905
Q1	97.963
median	124.9835
Q3	138.05975
95-th percentile	177.2542
Maximum	203.759
Range	136.726
Interquartile range (IQR)	40.09675

Descriptive statistics

Standard deviation	31.396557
Coefficient of variation (CV)	0.25305621
Kurtosis	-0.16276053
Mean	124.0695
Median Absolute Deviation (MAD)	23.3995
Skewness	0.41010693
Sum	6203.475
Variance	985.74379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
118.048	1	2.0%
96.006	1	2.0%
203.759	1	2.0%
94.467	1	2.0%
101.19	1	2.0%
91.986	1	2.0%
128.033	1	2.0%
98.002	1	2.0%
100.065	1	2.0%
99.974	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67.033	1	2.0%
67.528	1	2.0%
78.558	1	2.0%
83.827	1	2.0%
84.039	1	2.0%
88.98	1	2.0%
91.986	1	2.0%
92.005	1	2.0%
94.467	1	2.0%
96.006	1	2.0%

Value	Count	Frequency (%)
203.759	1	2.0%
186.003	1	2.0%
179.974	1	2.0%
173.93	1	2.0%
171.005	1	2.0%
169.994	1	2.0%
169.922	1	2.0%
167.968	1	2.0%
147.989	1	2.0%
143.992	1	2.0%

mode
Categorical

Distinct	2
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	528.0 B

1	28
0	22

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	28	56.0%
0	22	44.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	28	56.0%
0	22	44.0%

Most occurring characters

Value	Count	Frequency (%)
1	28	56.0%
0	22	44.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	50	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	28	56.0%
0	22	44.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	50	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	28	56.0%
0	22	44.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	28	56.0%
0	22	44.0%

duration_ms
Real number (ℝ)

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200458.1

Minimum	131013
Maximum	272373
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	131013
5-th percentile	150943.45
Q1	176936.75
median	199740
Q3	228219.75
95-th percentile	247880
Maximum	272373
Range	141360
Interquartile range (IQR)	51283

Descriptive statistics

Standard deviation	32580.811
Coefficient of variation (CV)	0.16253177
Kurtosis	-0.46778804
Mean	200458.1
Median Absolute Deviation (MAD)	23901
Skewness	-0.027874841
Sum	10022905
Variance	1.0615092 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
200600	1	2.0%
231827	1	2.0%
163855	1	2.0%
209260	1	2.0%
176440	1	2.0%
197920	1	2.0%
198938	1	2.0%
196600	1	2.0%
195987	1	2.0%
230480	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
131013	1	2.0%
132631	1	2.0%
148486	1	2.0%
153947	1	2.0%
156943	1	2.0%
162638	1	2.0%
163855	1	2.0%
165671	1	2.0%
167303	1	2.0%
174253	1	2.0%

Value	Count	Frequency (%)
272373	1	2.0%
260253	1	2.0%
250760	1	2.0%
244360	1	2.0%
242485	1	2.0%
240400	1	2.0%
239318	1	2.0%
234353	1	2.0%
232857	1	2.0%
231827	1	2.0%

time_signature
Categorical

IMBALANCE

Distinct	2
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	528.0 B

4	45
3	5

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	3

Common Values

Value	Count	Frequency (%)
4	45	90.0%
3	5	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	45	90.0%
3	5	10.0%

Most occurring characters

Value	Count	Frequency (%)
4	45	90.0%
3	5	10.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	50	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	45	90.0%
3	5	10.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	50	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	45	90.0%
3	5	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	45	90.0%
3	5	10.0%

popularity
Real number (ℝ)

Distinct	21
Distinct (%)	42.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.1

Minimum	72
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	528.0 B

Quantile statistics

Minimum	72
5-th percentile	76.9
Q1	85
median	89
Q3	92.75
95-th percentile	95
Maximum	99
Range	27
Interquartile range (IQR)	7.75

Descriptive statistics

Standard deviation	5.6901275
Coefficient of variation (CV)	0.064587145
Kurtosis	0.4881448
Mean	88.1
Median Absolute Deviation (MAD)	4
Skewness	-0.72591601
Sum	4405
Variance	32.377551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
93	6	12.0%
85	5	10.0%
84	4	8.0%
90	4	8.0%
92	4	8.0%
95	3	6.0%
87	3	6.0%
91	3	6.0%
94	2	4.0%
83	2	4.0%
Other values (11)	14	28.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
72	1	2.0%
75	1	2.0%
76	1	2.0%
78	1	2.0%
81	1	2.0%
82	1	2.0%
83	2	4.0%
84	4	8.0%
85	5	10.0%
86	2	4.0%

Value	Count	Frequency (%)
99	1	2.0%
96	1	2.0%
95	3	6.0%
94	2	4.0%
93	6	12.0%
92	4	8.0%
91	3	6.0%
90	4	8.0%
89	2	4.0%
88	2	4.0%

Auto

Heatmap
Table

	acousticness	danceability	duration_ms	energy	instrumentalness	is_explicit	key	liveness	loudness	mode	popularity	speechiness	tempo	time_signature	valence
acousticness	1.000	-0.134	0.008	-0.332	-0.202	0.254	0.204	0.023	-0.157	0.000	-0.161	-0.325	0.037	0.183	0.043
danceability	-0.134	1.000	-0.047	0.248	-0.106	0.000	0.110	-0.182	0.241	0.341	-0.255	0.341	-0.068	0.000	0.543
duration_ms	0.008	-0.047	1.000	-0.221	-0.168	0.106	-0.235	-0.224	0.085	0.122	0.005	0.240	-0.151	0.073	-0.330
energy	-0.332	0.248	-0.221	1.000	0.300	0.069	0.359	-0.033	0.601	0.295	-0.110	-0.095	0.108	0.000	0.407
instrumentalness	-0.202	-0.106	-0.168	0.300	1.000	0.129	-0.032	-0.053	-0.053	0.129	0.051	-0.294	0.031	0.189	-0.025
is_explicit	0.254	0.000	0.106	0.069	0.129	1.000	0.048	-0.173	0.137	0.000	-0.091	0.459	0.154	0.000	0.013
key	0.204	0.110	-0.235	0.359	-0.032	0.048	1.000	0.404	0.234	0.000	-0.178	-0.218	0.191	0.000	0.276
liveness	0.023	-0.182	-0.224	-0.033	-0.053	-0.173	0.404	1.000	-0.117	0.200	-0.162	-0.204	-0.081	0.000	-0.095
loudness	-0.157	0.241	0.085	0.601	-0.053	0.137	0.234	-0.117	1.000	0.000	-0.046	0.047	0.003	0.000	0.133
mode	0.000	0.341	0.122	0.295	0.129	0.000	0.000	0.200	0.000	1.000	0.239	-0.056	-0.120	0.000	-0.135
popularity	-0.161	-0.255	0.005	-0.110	0.051	-0.091	-0.178	-0.162	-0.046	0.239	1.000	0.014	0.070	0.494	-0.062
speechiness	-0.325	0.341	0.240	-0.095	-0.294	0.459	-0.218	-0.204	0.047	-0.056	0.014	1.000	0.123	0.000	0.118
tempo	0.037	-0.068	-0.151	0.108	0.031	0.154	0.191	-0.081	0.003	-0.120	0.070	0.123	1.000	0.320	0.131
time_signature	0.183	0.000	0.073	0.000	0.189	0.000	0.000	0.000	0.000	0.000	0.494	0.000	0.320	1.000	-0.122
valence	0.043	0.543	-0.330	0.407	-0.025	0.013	0.276	-0.095	0.133	-0.135	-0.062	0.118	0.131	-0.122	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	artist_name	track_name	is_explicit	album_release_date	genres	danceability	valence	energy	loudness	acousticness	instrumentalness	liveness	speechiness	key	tempo	mode	duration_ms	time_signature	popularity
0	Miley Cyrus	Flowers	False	2023-08-18	['pop']	0.706	0.632	0.691	-4.775	0.0584	0.000070	0.0232	0.0633	0	118.048	1	200600	4	94
1	SZA	Kill Bill	False	2022-12-08	['pop', 'r&b', 'rap']	0.644	0.418	0.735	-5.747	0.0521	0.144000	0.1610	0.0391	8	88.980	1	153947	4	86
2	Harry Styles	As It Was	False	2022-05-20	['pop']	0.520	0.662	0.731	-5.338	0.3420	0.001010	0.3110	0.0557	6	173.930	0	167303	4	95
3	Jung Kook	Seven (feat. Latto) (Explicit Ver.)	True	2023-11-03	['k-pop']	0.790	0.872	0.831	-4.185	0.3120	0.000000	0.0797	0.0440	11	124.987	1	183551	4	90
4	Eslabon Armado	Ella Baila Sola	False	2023-04-28	['corrido', 'corridos tumbados', 'sad sierreno', 'sierreno']	0.668	0.834	0.758	-5.176	0.4830	0.000019	0.0837	0.0332	5	147.989	0	165671	3	86
5	Taylor Swift	Cruel Summer	False	2019-08-23	['pop']	0.552	0.564	0.702	-5.707	0.1170	0.000021	0.1050	0.1570	9	169.994	1	178427	4	99
6	Metro Boomin	Creepin' (with The Weeknd & 21 Savage)	True	2022-12-02	['rap']	0.715	0.172	0.620	-6.005	0.4170	0.000000	0.0822	0.0484	1	97.950	0	221520	4	91
7	Rema	Calm Down (with Selena Gomez)	False	2023-04-27	['afrobeats', 'nigerian pop']	0.799	0.811	0.802	-5.196	0.4290	0.001280	0.1710	0.0371	11	107.008	1	239318	4	90
8	Bizarrap	Shakira: Bzrp Music Sessions, Vol. 53	False	2023-01-11	['argentine hip hop', 'pop venezolano', 'trap argentino', 'trap latino', 'urbano latino']	0.778	0.498	0.632	-5.600	0.2740	0.000000	0.0915	0.0493	2	122.104	0	218289	4	85
9	Taylor Swift	Anti-Hero	False	2022-10-21	['pop']	0.637	0.533	0.643	-6.571	0.1300	0.000002	0.1420	0.0519	4	97.008	1	200690	4	92

	artist_name	track_name	is_explicit	album_release_date	genres	danceability	valence	energy	loudness	acousticness	instrumentalness	liveness	speechiness	key	tempo	mode	duration_ms	time_signature	popularity
40	Jimin	Like Crazy	False	2023-03-24	['k-pop']	0.629	0.362	0.733	-5.445	0.0025	0.000000	0.3570	0.0419	7	120.001	1	212241	4	93
41	Eminem	Mockingbird	True	2004-11-12	['detroit hip hop', 'hip hop', 'rap']	0.637	0.254	0.678	-3.798	0.2090	0.000000	0.1560	0.2660	0	84.039	1	250760	4	91
42	RAYE	Escapism.	True	2023-02-03	['uk contemporary r&b', 'uk pop']	0.538	0.250	0.742	-5.355	0.1380	0.000047	0.0934	0.1140	2	96.107	1	272373	4	76
43	Olivia Rodrigo	vampire	True	2023-09-08	['pop']	0.511	0.350	0.532	-5.745	0.1770	0.000000	0.2910	0.0578	5	138.005	1	219724	4	95
44	Peso Pluma	PRC	True	2023-06-29	['corridos tumbados', 'sad sierreno']	0.784	0.893	0.826	-6.340	0.0965	0.000071	0.1230	0.0538	7	138.078	0	184066	3	82
45	Tyler, The Creator	See You Again (feat. Kali Uchis)	True	2017-07-21	['hip hop', 'rap']	0.558	0.620	0.559	-9.222	0.3710	0.000007	0.1090	0.0959	6	78.558	1	180387	4	92
46	Bad Bunny	Me Porto Bonito	True	2022-05-06	['reggaeton', 'trap latino', 'urbano latino']	0.911	0.425	0.712	-5.105	0.0901	0.000027	0.0933	0.0817	1	92.005	0	178567	4	89
47	NewJeans	OMG	False	2023-01-02	['k-pop', 'k-pop girl group']	0.804	0.739	0.771	-4.067	0.3570	0.000003	0.1080	0.0433	9	126.956	0	212253	4	87
48	Natanael Cano	AMG	True	2023-06-30	['corrido', 'corridos tumbados', 'musica mexicana', 'sad sierreno', 'sierreno']	0.772	0.786	0.730	-6.657	0.1520	0.000107	0.2740	0.0972	11	136.175	0	174943	3	81
49	d4vd	Romantic Homicide	False	2022-07-20	['bedroom pop']	0.571	0.216	0.544	-10.613	0.4530	0.008050	0.3220	0.0299	6	132.052	1	132631	4	91

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Close Punctuation

Open Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values